Data Visualization

AllInOne has the ability to visualize your data using different options such as box, violin, density, and scatter plots. You need to select Data Visualization from Pre-Processing Steps bar and then choose the visualization methods you would like to have:

vis1

You can also select multiple visualization methods at the same time:

vis2

For box, violin, and density plots, you need to select the independent variable(s) that would like to see on the X-axis of the plots. the Y axis would be the dependent/response variable:

vis3

For the scatter plot, you need to select two dependent/response variables, the first one will show on the X-axis, and the second one will show on the Y-axis:

vis4

Results

Box Plot

Untitled -- Boxplot and scatterplot -- Year - Yield

Violin Plot

Untitled-- ViolinPlot and scatterplot -- Year - Yield

Density Plot (based on an independent/factor variable)

Untitled -- Density plot ( Year -- Yield )

Density Plot (based on all data points)

Untitled -- Density plot -- Yield

Scatter plot + box plot + missing data pattern

The blue box plots are based on the observed data. the red numbers are the number of missing data and the dark red is the number of the common missing row in both selected dependent/response variables (more information):

Untitled -- Scatter plot